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| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Evaluation and Deployment | 15% | - Monitoring deployed models - Export and score new data - Model evaluation and comparison |
| Topic 2: Data Preparation | 30% | - Merge, Append, and Field operations - Sampling, balancing, and dimensionality reduction - Data cleaning and transformation - Type node and data coercion |
| Topic 3: Business and Data Understanding | 20% | - Data sources and import using Source nodes - CRISP-DM methodology and business objectives - Data visualization and distribution analysis |
| Topic 4: Modeling | 25% | - Model types and Auto Modeling nodes - SQL pushback and performance optimization - Supervised and unsupervised learning methods |
| Topic 5: Administration and Troubleshooting | 10% | - Process Engine logs and diagnostics - Performance tuning and monitoring |
Which values are available as Field Roles? (Choose three.)
Correct Answer: B,C,D 🗳️
Which nodes can be used to replace missing data with valid values? (Choose two.)
Correct Answer: C,D 🗳️
Which stage of the CRISP-DM (Cross Industry Standard Process for Data Mining) methodology is the most time consuming?
Correct Answer: D 🗳️
What are the advantages of pruning Decision Tree models? (Choose three.)
Correct Answer: B,C,D 🗳️
In the Two Step node shown below, what does Standardize numeric fields mean?
Correct Answer: D 🗳️
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